Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 7998 |
| Missing cells | 18003 |
| Missing cells (%) | 16.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 874.9 KiB |
| Average record size in memory | 112.0 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 13 |
Variable descriptions
| co_gt | stuendlich gemittelte CO-Konzentration |
|---|---|
| pt08_s1_co | stuendlich gemittelte Sensorreaktion (nominell auf CO ausgerichtet) (Zinnoxid) |
| nmhc_gt | stuendlich gemittelte Gesamtkonzentration an nicht-metanischem Kohlenwasserstoff |
| c6h6_gt | stuendlich gemittelte Benzolkonzentration |
| pt08_s2_nmhc | stuendlich gemittelte Sensorreaktion (nominell auf NMHC ausgerichtet) (Titandioxid) |
| nox_gt | Echte stuendlich gemittelte NOx-Konzentration |
| pt08_s3_nox | stuendlich gemitteltes Sensoransprechverhalten (nominell auf NOx ausgerichtet) |
| no2_gt | stuendlich gemittelte NO2-Konzentration |
| pt08_s4_no2 | stuendlich gemittelte Sensorreaktion (nominell auf NO2 ausgerichtet) (Wolframoxid) |
| pt08_s5_o3 | stuendlich gemitteltes Sensoransprechverhalten (nominell O3-bezogen) (Indiumoxid) |
| t | Temperatur |
| rh | Relative Luftfeuchtigkeit |
| ah | Absolute Luftfeuchtigkeit |
| month | Monate der Erfassung |
| hour | Stunden der Erfassung |
date has a high cardinality: 7998 distinct values | High cardinality |
co_gt is highly correlated with pt08_s1_co and 8 other fields | High correlation |
pt08_s1_co is highly correlated with co_gt and 8 other fields | High correlation |
nmhc_gt is highly correlated with co_gt and 9 other fields | High correlation |
c6h6_gt is highly correlated with co_gt and 8 other fields | High correlation |
pt08_s2_nmhc is highly correlated with co_gt and 8 other fields | High correlation |
nox_gt is highly correlated with co_gt and 7 other fields | High correlation |
pt08_s3_nox is highly correlated with co_gt and 8 other fields | High correlation |
no2_gt is highly correlated with co_gt and 7 other fields | High correlation |
pt08_s4_no2 is highly correlated with co_gt and 8 other fields | High correlation |
pt08_s5_o3 is highly correlated with co_gt and 8 other fields | High correlation |
t is highly correlated with nmhc_gt and 3 other fields | High correlation |
rh is highly correlated with t | High correlation |
ah is highly correlated with pt08_s4_no2 and 1 other fields | High correlation |
co_gt is highly correlated with pt08_s1_co and 8 other fields | High correlation |
pt08_s1_co is highly correlated with co_gt and 8 other fields | High correlation |
nmhc_gt is highly correlated with co_gt and 8 other fields | High correlation |
c6h6_gt is highly correlated with co_gt and 8 other fields | High correlation |
pt08_s2_nmhc is highly correlated with co_gt and 8 other fields | High correlation |
nox_gt is highly correlated with co_gt and 7 other fields | High correlation |
pt08_s3_nox is highly correlated with co_gt and 8 other fields | High correlation |
no2_gt is highly correlated with co_gt and 7 other fields | High correlation |
pt08_s4_no2 is highly correlated with co_gt and 8 other fields | High correlation |
pt08_s5_o3 is highly correlated with co_gt and 8 other fields | High correlation |
t is highly correlated with pt08_s4_no2 and 2 other fields | High correlation |
rh is highly correlated with t | High correlation |
ah is highly correlated with pt08_s4_no2 and 1 other fields | High correlation |
co_gt is highly correlated with pt08_s1_co and 7 other fields | High correlation |
pt08_s1_co is highly correlated with co_gt and 5 other fields | High correlation |
nmhc_gt is highly correlated with co_gt and 8 other fields | High correlation |
c6h6_gt is highly correlated with co_gt and 7 other fields | High correlation |
pt08_s2_nmhc is highly correlated with co_gt and 5 other fields | High correlation |
nox_gt is highly correlated with co_gt and 4 other fields | High correlation |
pt08_s3_nox is highly correlated with co_gt and 6 other fields | High correlation |
no2_gt is highly correlated with co_gt and 4 other fields | High correlation |
pt08_s4_no2 is highly correlated with nmhc_gt and 1 other fields | High correlation |
pt08_s5_o3 is highly correlated with co_gt and 7 other fields | High correlation |
co_gt is highly correlated with pt08_s1_co and 8 other fields | High correlation |
pt08_s1_co is highly correlated with co_gt and 8 other fields | High correlation |
nmhc_gt is highly correlated with co_gt and 8 other fields | High correlation |
c6h6_gt is highly correlated with co_gt and 8 other fields | High correlation |
pt08_s2_nmhc is highly correlated with co_gt and 8 other fields | High correlation |
nox_gt is highly correlated with co_gt and 8 other fields | High correlation |
pt08_s3_nox is highly correlated with co_gt and 8 other fields | High correlation |
no2_gt is highly correlated with co_gt and 7 other fields | High correlation |
pt08_s4_no2 is highly correlated with co_gt and 9 other fields | High correlation |
pt08_s5_o3 is highly correlated with co_gt and 8 other fields | High correlation |
t is highly correlated with pt08_s4_no2 and 2 other fields | High correlation |
rh is highly correlated with t | High correlation |
ah is highly correlated with pt08_s4_no2 and 1 other fields | High correlation |
co_gt has 1839 (23.0%) missing values | Missing |
pt08_s1_co has 383 (4.8%) missing values | Missing |
nmhc_gt has 7139 (89.3%) missing values | Missing |
c6h6_gt has 492 (6.2%) missing values | Missing |
pt08_s2_nmhc has 2265 (28.3%) missing values | Missing |
nox_gt has 2032 (25.4%) missing values | Missing |
pt08_s3_nox has 503 (6.3%) missing values | Missing |
no2_gt has 1694 (21.2%) missing values | Missing |
pt08_s4_no2 has 414 (5.2%) missing values | Missing |
pt08_s5_o3 has 373 (4.7%) missing values | Missing |
t has 291 (3.6%) missing values | Missing |
rh has 289 (3.6%) missing values | Missing |
ah has 289 (3.6%) missing values | Missing |
date is uniformly distributed | Uniform |
date has unique values | Unique |
Reproduction
| Analysis started | 2022-06-30 10:45:27.294110 |
|---|---|
| Analysis finished | 2022-06-30 10:46:19.926924 |
| Duration | 52.63 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 7998 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.6 KiB |
| 2004-03-10 18:00:00 | 1 |
|---|---|
| 2004-10-18 17:00:00 | 1 |
| 2004-10-19 06:00:00 | 1 |
| 2004-10-19 05:00:00 | 1 |
| 2004-10-19 04:00:00 | 1 |
| Other values (7993) |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 7998 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 2004-03-10 18:00:00 |
|---|---|
| 2nd row | 2004-03-10 19:00:00 |
| 3rd row | 2004-03-10 20:00:00 |
| 4th row | 2004-03-10 21:00:00 |
| 5th row | 2004-03-10 22:00:00 |
Common Values
| Value | Count | Frequency (%) |
| 2004-03-10 18:00:00 | 1 | < 0.1% |
| 2004-10-18 17:00:00 | 1 | < 0.1% |
| 2004-10-19 06:00:00 | 1 | < 0.1% |
| 2004-10-19 05:00:00 | 1 | < 0.1% |
| 2004-10-19 04:00:00 | 1 | < 0.1% |
| 2004-10-19 03:00:00 | 1 | < 0.1% |
| 2004-10-19 02:00:00 | 1 | < 0.1% |
| 2004-10-19 01:00:00 | 1 | < 0.1% |
| 2004-10-19 00:00:00 | 1 | < 0.1% |
| 2004-10-18 23:00:00 | 1 | < 0.1% |
| Other values (7988) | 7988 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 19:00:00 | 334 | 2.1% |
| 20:00:00 | 334 | 2.1% |
| 18:00:00 | 334 | 2.1% |
| 23:00:00 | 334 | 2.1% |
| 22:00:00 | 334 | 2.1% |
| 21:00:00 | 334 | 2.1% |
| 07:00:00 | 333 | 2.1% |
| 08:00:00 | 333 | 2.1% |
| 09:00:00 | 333 | 2.1% |
| 10:00:00 | 333 | 2.1% |
| Other values (348) | 12660 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
co_gt
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemittelte CO-Konzentration
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1839 |
| Missing (%) | 23.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.043870758 |
| Minimum | 0.1 |
|---|---|
| Maximum | 5.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.1 |
| median | 1.8 |
| Q3 | 2.8 |
| 95-th percentile | 4.5 |
| Maximum | 5.6 |
| Range | 5.5 |
| Interquartile range (IQR) | 1.7 |
Descriptive statistics
| Standard deviation | 1.230392574 |
|---|---|
| Coefficient of variation (CV) | 0.6019913777 |
| Kurtosis | -0.1462069728 |
| Mean | 2.043870758 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.7347462252 |
| Sum | 12588.2 |
| Variance | 1.513865885 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 240 | 3.0% |
| 1.6 | 227 | 2.8% |
| 1.7 | 221 | 2.8% |
| 1.4 | 215 | 2.7% |
| 1.5 | 215 | 2.7% |
| 0.7 | 214 | 2.7% |
| 1.3 | 212 | 2.7% |
| 1.2 | 209 | 2.6% |
| 1.1 | 203 | 2.5% |
| 0.8 | 197 | 2.5% |
| Other values (46) | 4006 | |
| (Missing) | 1839 |
| Value | Count | Frequency (%) |
| 0.1 | 25 | 0.3% |
| 0.2 | 37 | 0.5% |
| 0.3 | 87 | 1.1% |
| 0.4 | 134 | |
| 0.5 | 181 | |
| 0.6 | 197 | |
| 0.7 | 214 | |
| 0.8 | 197 | |
| 0.9 | 192 | |
| 1 | 240 |
| Value | Count | Frequency (%) |
| 5.6 | 23 | |
| 5.5 | 19 | |
| 5.4 | 14 | |
| 5.3 | 12 | 0.2% |
| 5.2 | 18 | |
| 5.1 | 21 | |
| 5 | 34 | |
| 4.9 | 28 | |
| 4.8 | 33 | |
| 4.7 | 31 |
pt08_s1_co
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemittelte Sensorreaktion (nominell auf CO ausgerichtet) (Zinnoxid)
| Distinct | 949 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 383 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1089.757321 |
| Minimum | 647 |
|---|---|
| Maximum | 1683 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 647 |
|---|---|
| 5-th percentile | 806 |
| Q1 | 930 |
| median | 1058 |
| Q3 | 1225 |
| 95-th percentile | 1484.3 |
| Maximum | 1683 |
| Range | 1036 |
| Interquartile range (IQR) | 295 |
Descriptive statistics
| Standard deviation | 207.1043801 |
|---|---|
| Coefficient of variation (CV) | 0.1900463306 |
| Kurtosis | -0.3280884965 |
| Mean | 1089.757321 |
| Median Absolute Deviation (MAD) | 143 |
| Skewness | 0.5584003534 |
| Sum | 8298502 |
| Variance | 42892.22426 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 969 | 25 | 0.3% |
| 1100 | 24 | 0.3% |
| 925 | 24 | 0.3% |
| 973 | 24 | 0.3% |
| 966 | 22 | 0.3% |
| 892 | 22 | 0.3% |
| 1050 | 22 | 0.3% |
| 962 | 22 | 0.3% |
| 1124 | 21 | 0.3% |
| 1053 | 21 | 0.3% |
| Other values (939) | 7388 | |
| (Missing) | 383 | 4.8% |
| Value | Count | Frequency (%) |
| 647 | 1 | < 0.1% |
| 649 | 1 | < 0.1% |
| 655 | 1 | < 0.1% |
| 667 | 3 | |
| 669 | 1 | < 0.1% |
| 676 | 1 | < 0.1% |
| 678 | 1 | < 0.1% |
| 679 | 1 | < 0.1% |
| 681 | 1 | < 0.1% |
| 683 | 2 |
| Value | Count | Frequency (%) |
| 1683 | 1 | < 0.1% |
| 1681 | 1 | < 0.1% |
| 1680 | 1 | < 0.1% |
| 1678 | 1 | < 0.1% |
| 1677 | 1 | < 0.1% |
| 1676 | 3 | |
| 1674 | 3 | |
| 1673 | 1 | < 0.1% |
| 1669 | 2 | |
| 1667 | 2 |
nmhc_gt
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemittelte Gesamtkonzentration an nicht-metanischem Kohlenwasserstoff
| Distinct | 379 |
|---|---|
| Distinct (%) | 44.1% |
| Missing | 7139 |
| Missing (%) | 89.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 183.2142026 |
| Minimum | 7 |
|---|---|
| Maximum | 642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 66 |
| median | 137 |
| Q3 | 260.5 |
| 95-th percentile | 509.2 |
| Maximum | 642 |
| Range | 635 |
| Interquartile range (IQR) | 194.5 |
Descriptive statistics
| Standard deviation | 149.7677557 |
|---|---|
| Coefficient of variation (CV) | 0.8174462109 |
| Kurtosis | 0.4255311145 |
| Mean | 183.2142026 |
| Median Absolute Deviation (MAD) | 82 |
| Skewness | 1.120716579 |
| Sum | 157381 |
| Variance | 22430.38064 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 66 | 14 | 0.2% |
| 40 | 9 | 0.1% |
| 29 | 9 | 0.1% |
| 93 | 8 | 0.1% |
| 88 | 8 | 0.1% |
| 55 | 7 | 0.1% |
| 84 | 7 | 0.1% |
| 57 | 7 | 0.1% |
| 60 | 7 | 0.1% |
| 95 | 7 | 0.1% |
| Other values (369) | 776 | 9.7% |
| (Missing) | 7139 |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 14 | 2 | |
| 16 | 1 | < 0.1% |
| 17 | 4 | |
| 18 | 2 | |
| 19 | 2 |
| Value | Count | Frequency (%) |
| 642 | 1 | |
| 639 | 1 | |
| 635 | 1 | |
| 633 | 1 | |
| 624 | 1 | |
| 618 | 1 | |
| 609 | 1 | |
| 599 | 1 | |
| 597 | 1 | |
| 592 | 1 |
c6h6_gt
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemittelte Benzolkonzentration
| Distinct | 289 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 492 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.795057288 |
| Minimum | 0.1 |
|---|---|
| Maximum | 28.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 4.6 |
| median | 8.4 |
| Q3 | 13.9 |
| 95-th percentile | 22.4 |
| Maximum | 28.9 |
| Range | 28.8 |
| Interquartile range (IQR) | 9.3 |
Descriptive statistics
| Standard deviation | 6.437831501 |
|---|---|
| Coefficient of variation (CV) | 0.6572530728 |
| Kurtosis | -0.1028522452 |
| Mean | 9.795057288 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.7879044509 |
| Sum | 73521.7 |
| Variance | 41.44567443 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.6 | 68 | 0.9% |
| 3 | 68 | 0.9% |
| 4 | 67 | 0.8% |
| 2.8 | 67 | 0.8% |
| 3.8 | 65 | 0.8% |
| 2.6 | 63 | 0.8% |
| 6 | 62 | 0.8% |
| 5.4 | 62 | 0.8% |
| 3.1 | 61 | 0.8% |
| 6.4 | 59 | 0.7% |
| Other values (279) | 6864 | |
| (Missing) | 492 | 6.2% |
| Value | Count | Frequency (%) |
| 0.1 | 2 | < 0.1% |
| 0.2 | 5 | 0.1% |
| 0.3 | 7 | 0.1% |
| 0.4 | 13 | |
| 0.5 | 15 | |
| 0.6 | 17 | |
| 0.7 | 25 | |
| 0.8 | 18 | |
| 0.9 | 19 | |
| 1 | 17 |
| Value | Count | Frequency (%) |
| 28.9 | 4 | |
| 28.8 | 3 | |
| 28.7 | 2 | < 0.1% |
| 28.6 | 4 | |
| 28.5 | 2 | < 0.1% |
| 28.4 | 2 | < 0.1% |
| 28.3 | 4 | |
| 28.2 | 3 | |
| 28.1 | 2 | < 0.1% |
| 28 | 6 |
pt08_s2_nmhc
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemittelte Sensorreaktion (nominell auf NMHC ausgerichtet) (Titandioxid)
| Distinct | 858 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 2265 |
| Missing (%) | 28.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1051.347811 |
| Minimum | 749 |
|---|---|
| Maximum | 1701 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 749 |
|---|---|
| 5-th percentile | 778 |
| Q1 | 880 |
| median | 1014 |
| Q3 | 1189 |
| 95-th percentile | 1451 |
| Maximum | 1701 |
| Range | 952 |
| Interquartile range (IQR) | 309 |
Descriptive statistics
| Standard deviation | 210.1267813 |
|---|---|
| Coefficient of variation (CV) | 0.1998641925 |
| Kurtosis | -0.2005446695 |
| Mean | 1051.347811 |
| Median Absolute Deviation (MAD) | 149 |
| Skewness | 0.6830040275 |
| Sum | 6027377 |
| Variance | 44153.26421 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 853 | 22 | 0.3% |
| 859 | 20 | 0.3% |
| 776 | 20 | 0.3% |
| 769 | 19 | 0.2% |
| 814 | 19 | 0.2% |
| 880 | 19 | 0.2% |
| 800 | 18 | 0.2% |
| 890 | 18 | 0.2% |
| 962 | 18 | 0.2% |
| 900 | 18 | 0.2% |
| Other values (848) | 5542 | |
| (Missing) | 2265 |
| Value | Count | Frequency (%) |
| 749 | 9 | |
| 750 | 10 | |
| 751 | 11 | |
| 752 | 10 | |
| 753 | 10 | |
| 754 | 12 | |
| 755 | 5 | |
| 756 | 8 | |
| 757 | 8 | |
| 758 | 8 |
| Value | Count | Frequency (%) |
| 1701 | 2 | |
| 1699 | 2 | |
| 1697 | 1 | |
| 1696 | 1 | |
| 1692 | 2 | |
| 1690 | 1 | |
| 1689 | 1 | |
| 1688 | 1 | |
| 1686 | 2 | |
| 1685 | 1 |
nox_gt
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGEchte stuendlich gemittelte NOx-Konzentration
| Distinct | 609 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 2032 |
| Missing (%) | 25.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 193.8333892 |
| Minimum | 2 |
|---|---|
| Maximum | 625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 84.25 |
| median | 152 |
| Q3 | 267 |
| 95-th percentile | 503.75 |
| Maximum | 625 |
| Range | 623 |
| Interquartile range (IQR) | 182.75 |
Descriptive statistics
| Standard deviation | 143.300945 |
|---|---|
| Coefficient of variation (CV) | 0.7392995891 |
| Kurtosis | 0.3956398222 |
| Mean | 193.8333892 |
| Median Absolute Deviation (MAD) | 83 |
| Skewness | 1.065500588 |
| Sum | 1156410 |
| Variance | 20535.16084 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 89 | 39 | 0.5% |
| 65 | 37 | 0.5% |
| 41 | 36 | 0.5% |
| 57 | 32 | 0.4% |
| 51 | 32 | 0.4% |
| 93 | 31 | 0.4% |
| 61 | 31 | 0.4% |
| 46 | 31 | 0.4% |
| 180 | 31 | 0.4% |
| 104 | 30 | 0.4% |
| Other values (599) | 5636 | |
| (Missing) | 2032 | 25.4% |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 3 | |
| 11 | 4 | |
| 12 | 4 | |
| 13 | 4 |
| Value | Count | Frequency (%) |
| 625 | 2 | |
| 624 | 2 | |
| 623 | 1 | < 0.1% |
| 622 | 3 | |
| 621 | 1 | < 0.1% |
| 620 | 2 | |
| 619 | 1 | < 0.1% |
| 618 | 1 | < 0.1% |
| 617 | 2 | |
| 615 | 3 |
pt08_s3_nox
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemitteltes Sensoransprechverhalten (nominell auf NOx ausgerichtet)
| Distinct | 1035 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 503 |
| Missing (%) | 6.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 825.3547698 |
| Minimum | 322 |
|---|---|
| Maximum | 1452 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 322 |
|---|---|
| 5-th percentile | 490 |
| Q1 | 667 |
| median | 809 |
| Q3 | 966 |
| 95-th percentile | 1225 |
| Maximum | 1452 |
| Range | 1130 |
| Interquartile range (IQR) | 299 |
Descriptive statistics
| Standard deviation | 219.5969097 |
|---|---|
| Coefficient of variation (CV) | 0.2660636585 |
| Kurtosis | -0.2633202158 |
| Mean | 825.3547698 |
| Median Absolute Deviation (MAD) | 149 |
| Skewness | 0.3648026279 |
| Sum | 6186034 |
| Variance | 48222.80273 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 846 | 24 | 0.3% |
| 733 | 24 | 0.3% |
| 767 | 22 | 0.3% |
| 816 | 21 | 0.3% |
| 800 | 21 | 0.3% |
| 685 | 20 | 0.3% |
| 876 | 20 | 0.3% |
| 765 | 20 | 0.3% |
| 764 | 19 | 0.2% |
| 822 | 19 | 0.2% |
| Other values (1025) | 7285 | |
| (Missing) | 503 | 6.3% |
| Value | Count | Frequency (%) |
| 322 | 1 | |
| 325 | 2 | |
| 328 | 1 | |
| 330 | 1 | |
| 334 | 1 | |
| 335 | 1 | |
| 340 | 2 | |
| 341 | 1 | |
| 347 | 2 | |
| 348 | 1 |
| Value | Count | Frequency (%) |
| 1452 | 2 | |
| 1451 | 3 | |
| 1450 | 2 | |
| 1449 | 2 | |
| 1448 | 1 | < 0.1% |
| 1447 | 1 | < 0.1% |
| 1445 | 1 | < 0.1% |
| 1442 | 1 | < 0.1% |
| 1441 | 1 | < 0.1% |
| 1440 | 1 | < 0.1% |
no2_gt
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemittelte NO2-Konzentration
| Distinct | 215 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 1694 |
| Missing (%) | 21.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.8553299 |
| Minimum | 2 |
|---|---|
| Maximum | 220 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 73 |
| median | 103 |
| Q3 | 131 |
| 95-th percentile | 180 |
| Maximum | 220 |
| Range | 218 |
| Interquartile range (IQR) | 58 |
Descriptive statistics
| Standard deviation | 41.93701233 |
|---|---|
| Coefficient of variation (CV) | 0.3999511742 |
| Kurtosis | -0.3530773838 |
| Mean | 104.8553299 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 0.3108419796 |
| Sum | 661008 |
| Variance | 1758.713003 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 97 | 72 | 0.9% |
| 95 | 69 | 0.9% |
| 101 | 67 | 0.8% |
| 96 | 66 | 0.8% |
| 121 | 65 | 0.8% |
| 114 | 65 | 0.8% |
| 119 | 64 | 0.8% |
| 107 | 64 | 0.8% |
| 110 | 64 | 0.8% |
| 112 | 63 | 0.8% |
| Other values (205) | 5645 | |
| (Missing) | 1694 | 21.2% |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 5 |
| Value | Count | Frequency (%) |
| 220 | 3 | < 0.1% |
| 219 | 3 | < 0.1% |
| 218 | 4 | 0.1% |
| 217 | 6 | |
| 216 | 4 | 0.1% |
| 215 | 4 | 0.1% |
| 214 | 6 | |
| 213 | 4 | 0.1% |
| 212 | 10 | |
| 211 | 3 | < 0.1% |
pt08_s4_no2
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemittelte Sensorreaktion (nominell auf NO2 ausgerichtet) (Wolframoxid)
| Distinct | 1440 |
|---|---|
| Distinct (%) | 19.0% |
| Missing | 414 |
| Missing (%) | 5.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1493.76635 |
| Minimum | 702 |
|---|---|
| Maximum | 2307 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 702 |
|---|---|
| 5-th percentile | 940.15 |
| Q1 | 1303 |
| median | 1503 |
| Q3 | 1696.25 |
| 95-th percentile | 2008 |
| Maximum | 2307 |
| Range | 1605 |
| Interquartile range (IQR) | 393.25 |
Descriptive statistics
| Standard deviation | 310.6669619 |
|---|---|
| Coefficient of variation (CV) | 0.207975606 |
| Kurtosis | -0.2016777694 |
| Mean | 1493.76635 |
| Median Absolute Deviation (MAD) | 197 |
| Skewness | -0.0790771727 |
| Sum | 11328724 |
| Variance | 96513.96123 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1580 | 22 | 0.3% |
| 1539 | 20 | 0.3% |
| 1488 | 19 | 0.2% |
| 1467 | 19 | 0.2% |
| 1638 | 19 | 0.2% |
| 1418 | 18 | 0.2% |
| 1570 | 17 | 0.2% |
| 1511 | 17 | 0.2% |
| 1481 | 16 | 0.2% |
| 1321 | 16 | 0.2% |
| Other values (1430) | 7401 | |
| (Missing) | 414 | 5.2% |
| Value | Count | Frequency (%) |
| 702 | 2 | |
| 709 | 2 | |
| 717 | 2 | |
| 718 | 1 | |
| 719 | 1 | |
| 720 | 1 | |
| 722 | 1 | |
| 726 | 2 | |
| 727 | 2 | |
| 728 | 1 |
| Value | Count | Frequency (%) |
| 2307 | 1 | |
| 2306 | 1 | |
| 2305 | 2 | |
| 2301 | 2 | |
| 2299 | 1 | |
| 2298 | 1 | |
| 2289 | 1 | |
| 2288 | 2 | |
| 2287 | 1 | |
| 2283 | 1 |
pt08_s5_o3
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGstuendlich gemitteltes Sensoransprechverhalten (nominell O3-bezogen) (Indiumoxid)
| Distinct | 1604 |
|---|---|
| Distinct (%) | 21.0% |
| Missing | 373 |
| Missing (%) | 4.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1011.02977 |
| Minimum | 253 |
|---|---|
| Maximum | 2073 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 253 |
|---|---|
| 5-th percentile | 469 |
| Q1 | 735 |
| median | 956 |
| Q3 | 1256 |
| 95-th percentile | 1704.8 |
| Maximum | 2073 |
| Range | 1820 |
| Interquartile range (IQR) | 521 |
Descriptive statistics
| Standard deviation | 375.2464147 |
|---|---|
| Coefficient of variation (CV) | 0.3711526858 |
| Kurtosis | -0.3161894148 |
| Mean | 1011.02977 |
| Median Absolute Deviation (MAD) | 252 |
| Skewness | 0.5027411467 |
| Sum | 7709102 |
| Variance | 140809.8718 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 836 | 19 | 0.2% |
| 825 | 18 | 0.2% |
| 777 | 17 | 0.2% |
| 826 | 17 | 0.2% |
| 799 | 17 | 0.2% |
| 737 | 15 | 0.2% |
| 926 | 15 | 0.2% |
| 712 | 14 | 0.2% |
| 594 | 14 | 0.2% |
| 853 | 14 | 0.2% |
| Other values (1594) | 7465 | |
| (Missing) | 373 | 4.7% |
| Value | Count | Frequency (%) |
| 253 | 1 | < 0.1% |
| 261 | 1 | < 0.1% |
| 263 | 1 | < 0.1% |
| 266 | 1 | < 0.1% |
| 268 | 1 | < 0.1% |
| 274 | 3 | |
| 282 | 1 | < 0.1% |
| 283 | 1 | < 0.1% |
| 286 | 1 | < 0.1% |
| 288 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2073 | 1 | < 0.1% |
| 2069 | 1 | < 0.1% |
| 2068 | 1 | < 0.1% |
| 2066 | 1 | < 0.1% |
| 2062 | 1 | < 0.1% |
| 2059 | 1 | < 0.1% |
| 2058 | 1 | < 0.1% |
| 2056 | 1 | < 0.1% |
| 2054 | 1 | < 0.1% |
| 2051 | 3 |
| Distinct | 417 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 291 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.46956014 |
| Minimum | 0.3 |
|---|---|
| Maximum | 43.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 13.1 |
| median | 19.3 |
| Q3 | 25.4 |
| 95-th percentile | 35.2 |
| Maximum | 43.4 |
| Range | 43.1 |
| Interquartile range (IQR) | 12.3 |
Descriptive statistics
| Standard deviation | 8.6540469 |
|---|---|
| Coefficient of variation (CV) | 0.4444911358 |
| Kurtosis | -0.4785626279 |
| Mean | 19.46956014 |
| Median Absolute Deviation (MAD) | 6.1 |
| Skewness | 0.244441862 |
| Sum | 150051.9 |
| Variance | 74.89252775 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.8 | 55 | 0.7% |
| 21.3 | 50 | 0.6% |
| 20.2 | 47 | 0.6% |
| 19.8 | 46 | 0.6% |
| 23.7 | 43 | 0.5% |
| 21.7 | 42 | 0.5% |
| 15.6 | 42 | 0.5% |
| 13.8 | 42 | 0.5% |
| 14.6 | 41 | 0.5% |
| 19.7 | 41 | 0.5% |
| Other values (407) | 7258 | |
| (Missing) | 291 | 3.6% |
| Value | Count | Frequency (%) |
| 0.3 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.8 | 3 | |
| 1 | 3 | |
| 1.2 | 3 | |
| 1.3 | 4 | |
| 1.4 | 4 | |
| 1.5 | 2 | |
| 1.6 | 2 | |
| 1.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 43.4 | 1 | < 0.1% |
| 43.1 | 1 | < 0.1% |
| 42.8 | 3 | |
| 42.7 | 1 | < 0.1% |
| 42.6 | 1 | < 0.1% |
| 42.5 | 1 | < 0.1% |
| 42.2 | 2 | |
| 42 | 2 | |
| 41.9 | 2 | |
| 41.8 | 2 |
rh
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGRelative Luftfeuchtigkeit
| Distinct | 748 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 289 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.96924374 |
| Minimum | 9.2 |
|---|---|
| Maximum | 88.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 9.2 |
|---|---|
| 5-th percentile | 20.1 |
| Q1 | 35.5 |
| median | 49.4 |
| Q3 | 62.1 |
| 95-th percentile | 77.3 |
| Maximum | 88.7 |
| Range | 79.5 |
| Interquartile range (IQR) | 26.6 |
Descriptive statistics
| Standard deviation | 17.28637789 |
|---|---|
| Coefficient of variation (CV) | 0.3530047959 |
| Kurtosis | -0.8243365121 |
| Mean | 48.96924374 |
| Median Absolute Deviation (MAD) | 13.2 |
| Skewness | -0.0500365358 |
| Sum | 377503.9 |
| Variance | 298.8188606 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.1 | 29 | 0.4% |
| 57.9 | 26 | 0.3% |
| 50.8 | 25 | 0.3% |
| 61.1 | 25 | 0.3% |
| 60.8 | 25 | 0.3% |
| 57.6 | 24 | 0.3% |
| 50.9 | 24 | 0.3% |
| 50.1 | 24 | 0.3% |
| 42.8 | 23 | 0.3% |
| 45.9 | 23 | 0.3% |
| Other values (738) | 7461 | |
| (Missing) | 289 | 3.6% |
| Value | Count | Frequency (%) |
| 9.2 | 2 | |
| 9.3 | 1 | |
| 9.6 | 1 | |
| 9.8 | 1 | |
| 9.9 | 1 | |
| 10 | 2 | |
| 10.2 | 1 | |
| 10.7 | 1 | |
| 10.9 | 1 | |
| 11.6 | 1 |
| Value | Count | Frequency (%) |
| 88.7 | 1 | < 0.1% |
| 87.2 | 1 | < 0.1% |
| 87.1 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| 86.6 | 1 | < 0.1% |
| 86.5 | 2 | |
| 86 | 1 | < 0.1% |
| 85.7 | 3 | |
| 85.6 | 1 | < 0.1% |
| 85.5 | 1 | < 0.1% |
ah
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGAbsolute Luftfeuchtigkeit
| Distinct | 5917 |
|---|---|
| Distinct (%) | 76.8% |
| Missing | 289 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.082098625 |
| Minimum | 0.1988 |
|---|---|
| Maximum | 2.231 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.6 KiB |
Quantile statistics
| Minimum | 0.1988 |
|---|---|
| 5-th percentile | 0.4307 |
| Q1 | 0.8167 |
| median | 1.0468 |
| Q3 | 1.3713 |
| 95-th percentile | 1.74482 |
| Maximum | 2.231 |
| Range | 2.0322 |
| Interquartile range (IQR) | 0.5546 |
Descriptive statistics
| Standard deviation | 0.3946499539 |
|---|---|
| Coefficient of variation (CV) | 0.364707934 |
| Kurtosis | -0.5442091378 |
| Mean | 1.082098625 |
| Median Absolute Deviation (MAD) | 0.2751 |
| Skewness | 0.163900465 |
| Sum | 8341.8983 |
| Variance | 0.1557485861 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8394 | 6 | 0.1% |
| 1.1199 | 6 | 0.1% |
| 0.8736 | 5 | 0.1% |
| 0.9271 | 5 | 0.1% |
| 0.8325 | 5 | 0.1% |
| 0.9684 | 5 | 0.1% |
| 1.0594 | 5 | 0.1% |
| 0.8944 | 4 | 0.1% |
| 1.0551 | 4 | 0.1% |
| 1.1665 | 4 | 0.1% |
| Other values (5907) | 7660 | |
| (Missing) | 289 | 3.6% |
| Value | Count | Frequency (%) |
| 0.1988 | 1 | |
| 0.2029 | 1 | |
| 0.218 | 1 | |
| 0.2185 | 1 | |
| 0.2193 | 1 | |
| 0.2397 | 1 | |
| 0.242 | 1 | |
| 0.2462 | 1 | |
| 0.2477 | 1 | |
| 0.2581 | 1 |
| Value | Count | Frequency (%) |
| 2.231 | 1 | |
| 2.1806 | 1 | |
| 2.1766 | 1 | |
| 2.1719 | 1 | |
| 2.1395 | 1 | |
| 2.1362 | 1 | |
| 2.1247 | 1 | |
| 2.1195 | 1 | |
| 2.117 | 1 | |
| 2.1164 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| date | co_gt | pt08_s1_co | nmhc_gt | c6h6_gt | pt08_s2_nmhc | nox_gt | pt08_s3_nox | no2_gt | pt08_s4_no2 | pt08_s5_o3 | t | rh | ah | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2004-03-10 18:00:00 | 2.6 | 1360.0 | 150.0 | 11.9 | 1046.0 | 166.0 | 1056.0 | 113.0 | 1692.0 | 1268.0 | 13.6 | 48.9 | 0.7578 |
| 1 | 2004-03-10 19:00:00 | 2.0 | 1292.0 | 112.0 | 9.4 | 955.0 | 103.0 | 1174.0 | 92.0 | 1559.0 | 972.0 | 13.3 | 47.7 | 0.7255 |
| 2 | 2004-03-10 20:00:00 | 2.2 | 1402.0 | 88.0 | 9.0 | 939.0 | 131.0 | 1140.0 | 114.0 | 1555.0 | 1074.0 | 11.9 | 54.0 | 0.7502 |
| 3 | 2004-03-10 21:00:00 | 2.2 | 1376.0 | 80.0 | 9.2 | 948.0 | 172.0 | 1092.0 | 122.0 | 1584.0 | 1203.0 | 11.0 | 60.0 | 0.7867 |
| 4 | 2004-03-10 22:00:00 | 1.6 | 1272.0 | 51.0 | 6.5 | 836.0 | 131.0 | 1205.0 | 116.0 | 1490.0 | 1110.0 | 11.2 | 59.6 | 0.7888 |
| 5 | 2004-03-10 23:00:00 | 1.2 | 1197.0 | 38.0 | 4.7 | 750.0 | 89.0 | 1337.0 | 96.0 | 1393.0 | 949.0 | 11.2 | 59.2 | 0.7848 |
| 6 | 2004-03-11 00:00:00 | 1.2 | 1185.0 | 31.0 | 3.6 | NaN | 62.0 | NaN | 77.0 | 1333.0 | 733.0 | 11.3 | 56.8 | 0.7603 |
| 7 | 2004-03-11 01:00:00 | 1.0 | 1136.0 | 31.0 | 3.3 | NaN | 62.0 | NaN | 76.0 | 1333.0 | 730.0 | 10.7 | 60.0 | 0.7702 |
| 8 | 2004-03-11 02:00:00 | 0.9 | 1094.0 | 24.0 | 2.3 | NaN | 45.0 | NaN | 60.0 | 1276.0 | 620.0 | 10.7 | 59.7 | 0.7648 |
| 9 | 2004-03-11 03:00:00 | 0.6 | 1010.0 | 19.0 | 1.7 | NaN | NaN | NaN | NaN | 1235.0 | 501.0 | 10.3 | 60.2 | 0.7517 |
Last rows
| date | co_gt | pt08_s1_co | nmhc_gt | c6h6_gt | pt08_s2_nmhc | nox_gt | pt08_s3_nox | no2_gt | pt08_s4_no2 | pt08_s5_o3 | t | rh | ah | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7988 | 2005-02-06 14:00:00 | 1.0 | 868.0 | NaN | 2.1 | NaN | 127.0 | 1081.0 | 100.0 | 753.0 | 420.0 | 10.6 | 26.0 | 0.3320 |
| 7989 | 2005-02-06 15:00:00 | 0.8 | 868.0 | NaN | 1.9 | NaN | 96.0 | 1128.0 | 78.0 | 755.0 | 363.0 | 10.3 | 27.7 | 0.3481 |
| 7990 | 2005-02-06 16:00:00 | 1.0 | 904.0 | NaN | 2.7 | NaN | 138.0 | 1040.0 | 100.0 | 789.0 | 410.0 | 10.2 | 28.3 | 0.3516 |
| 7991 | 2005-02-06 17:00:00 | 1.4 | 944.0 | NaN | 3.7 | NaN | 217.0 | 928.0 | 150.0 | 832.0 | 568.0 | 9.2 | 29.9 | 0.3479 |
| 7992 | 2005-02-06 18:00:00 | 1.1 | 925.0 | NaN | 2.9 | NaN | 186.0 | 1003.0 | 142.0 | 819.0 | 570.0 | 6.9 | 36.4 | 0.3635 |
| 7993 | 2005-02-06 19:00:00 | 1.6 | 985.0 | NaN | 4.5 | NaN | 227.0 | 891.0 | 165.0 | 875.0 | 774.0 | 6.0 | 38.0 | 0.3584 |
| 7994 | 2005-02-06 20:00:00 | 1.8 | 1002.0 | NaN | 5.3 | 780.0 | 252.0 | 855.0 | 179.0 | 892.0 | 857.0 | 5.8 | 36.4 | 0.3385 |
| 7995 | 2005-02-06 21:00:00 | 1.4 | 938.0 | NaN | 3.7 | NaN | 193.0 | 937.0 | 149.0 | 805.0 | 737.0 | 5.8 | 35.4 | 0.3286 |
| 7996 | 2005-02-06 22:00:00 | 1.1 | 896.0 | NaN | 2.6 | NaN | 158.0 | 1033.0 | 126.0 | 782.0 | 610.0 | 5.4 | 36.6 | 0.3304 |
| 7997 | 2005-02-06 23:00:00 | 1.0 | 907.0 | NaN | 2.4 | NaN | 150.0 | 1052.0 | 120.0 | 782.0 | 627.0 | 5.1 | 37.9 | 0.3358 |